JEDAN PRISTUP ZA OTKRIVANJE IZAZOVA U KVANTNOM PROGRAMIRANJU IZ REPOZITORIJUMA OTVORENOG KODA
Ključne reči:
Kvantno programiranje, Softver otvorenog koda, Rudarenje podataka, OpenAI
Apstrakt
U ovom radu predstavljen je pristup za analizu kvantnih softverskih repozitorijuma sa ciljem identifikacije glavnih izazova sa kojima se susreću programeri prilikom rada na kvantnim projektima. Metodologija obuhvata procese otkrivanja, kloniranja, predprocesiranja i klasifikacije repozitorijuma, kao i identifikaciju i grupisanje izazova. Korišćenjem i verifikacijom OpenAI modela u određenim koracima analize, uspešno je demonstrirano kako se veštačka inteligencija može koristiti za identifikaciju i klasifikaciju izazova u kvantnom softveru.
Reference
[1] Shor, P. W. (1998). Quantum computing. Documenta Mathematica, 1(1000), 467-486.
[2] M. A. Nielsen and I. L. Chuang. Quantum computation and quantum information. Cambridge university press, 2010
[3] Almudever, C. G., Lao, L., Fu, X., Khammassi, N., Ashraf, I., Iorga, D., ... & Bertels, K. (2017, March). The engineering challenges in Quantum programming
[4] De Stefano, M., Pecorelli, F., Di Nucci, D., Palomba, F., & De Lucia, A. (2022). Software engineering for quantum programming: How far are we?. Journal of Systems and Software, 190, 111326.
[5] Openja, M., Morovati, M. M., An, L., Khomh, F., & Abidi, M. (2022). Technical debts and faults in open-source quantum software systems: An empirical study. Journal of Systems and Software, 193, 111458.
[6] Li, H., Khomh, F., & Openja, M. (2021, September). Understanding quantum software engineering challenges an empirical study on stack exchange forums and github issues. In 2021 IEEE International Conference on Software Maintenance and Evolution (ICSME) (pp. 343-354). IEEE.
[7] Fingerhuth, M., Babej, T., & Wittek, P. (2018). Open source software in quantum computing. PloS one, 13(12), e0208561.
[8] Gottesman, D. (2002). An introduction to quantum error correction. In Proceedings of Symposia in Applied Mathematics (Vol. 58, pp. 221-236).
[9] Van Meter, R., & Devitt, S. J. (2016). The path to scalable distributed quantum computing. Computer, 49(9), 31-42.
[10] Murillo, J. M., Garcia-Alonso, J., Moguel, E., Barzen, J., Leymann, F., Ali, S., ... & Wimmer, M. (2024). Challenges of Quantum Software Engineering for the Next Decade: The Road Ahead. arXiv preprint arXiv:2404.06825.
[11] Lorensuhewa, S., Pham, B., & Geva, S. (2002). Keyword-based Text Matching Approach for Design Style Recognition. In Proceedings First International Workshop on Knowledge Discovery in Multimedia and Complex Data (KDMCD'2002) (pp. 51-58). https://db. cs. ualberta. ca/kdmcd02/.
[12] McCallum, A., & Nigam, K. (1999). Text classification by bootstrapping with keywords, EM and shrinkage. In Unsupervised learning in natural language processing.
[13] Meqdadi, O., Alhindawi, N., Alsakran, J., Saifan, A., & Migdadi, H. (2019). Mining software repositories for adaptive change commits using machine learning techniques. Information and Software Technology, 109, 80-91.
[14] React documentation. Dostupno: https://react.dev/ [Pristup: 5.5.2024]
[15] Github API documentation. Dostupno: https://docs.github.com/en/rest [Pristup: 5.5.2024]
[16] Linguist documentation. Dostupno: https://github.com/github-linguist/linguist/blob/master/docs/how-linguist-works.md [Pristup : 1.6.2024]
[17] Pygments documentation. Dostupno: https://pygments.org/docs/ [Pristup:3.6.2024]
[18] Kitaev, A. Y. (2003). Fault-tolerant quantum computation by anyons. Annals of Physics, 303(1), 2-30.
[19] Knill, E. (2005). Quantum computing with realistically noisy devices. Nature, 434(7029), 39-44. Link
[20] Fowler, A. G., Mariantoni, M., Martinis, J. M., & Cleland, A. N. (2012). Surface codes: Towards practical large-scale quantum computation. Physical Review A, 86(3), 032324
[21] Franklin, D., & Chong, F. T. (2004). Challenges in reliable quantum computing. Nano, quantum and molecular computing: implications to high level design and validation,
[22] Harris, R. J., McMahon, N. A., Brennen, G. K., & Stace, T. M. (2018). Calderbank-Shor-Steane holographic quantum error-correcting codes. Physical Review A, 98(5), 052301.
[23] Hoefler, T., Häner, T., & Troyer, M. (2023). Disentangling hype from practicality: On realistically achieving quantum advantage. Communications of the ACM, 66(5), 82-87.
[24] Berberich, J., Fink, D., & Holm, C. (2024). Robustness of quantum algorithms against coherent control errors. Physical Review A, 109(1), 012417.
[2] M. A. Nielsen and I. L. Chuang. Quantum computation and quantum information. Cambridge university press, 2010
[3] Almudever, C. G., Lao, L., Fu, X., Khammassi, N., Ashraf, I., Iorga, D., ... & Bertels, K. (2017, March). The engineering challenges in Quantum programming
[4] De Stefano, M., Pecorelli, F., Di Nucci, D., Palomba, F., & De Lucia, A. (2022). Software engineering for quantum programming: How far are we?. Journal of Systems and Software, 190, 111326.
[5] Openja, M., Morovati, M. M., An, L., Khomh, F., & Abidi, M. (2022). Technical debts and faults in open-source quantum software systems: An empirical study. Journal of Systems and Software, 193, 111458.
[6] Li, H., Khomh, F., & Openja, M. (2021, September). Understanding quantum software engineering challenges an empirical study on stack exchange forums and github issues. In 2021 IEEE International Conference on Software Maintenance and Evolution (ICSME) (pp. 343-354). IEEE.
[7] Fingerhuth, M., Babej, T., & Wittek, P. (2018). Open source software in quantum computing. PloS one, 13(12), e0208561.
[8] Gottesman, D. (2002). An introduction to quantum error correction. In Proceedings of Symposia in Applied Mathematics (Vol. 58, pp. 221-236).
[9] Van Meter, R., & Devitt, S. J. (2016). The path to scalable distributed quantum computing. Computer, 49(9), 31-42.
[10] Murillo, J. M., Garcia-Alonso, J., Moguel, E., Barzen, J., Leymann, F., Ali, S., ... & Wimmer, M. (2024). Challenges of Quantum Software Engineering for the Next Decade: The Road Ahead. arXiv preprint arXiv:2404.06825.
[11] Lorensuhewa, S., Pham, B., & Geva, S. (2002). Keyword-based Text Matching Approach for Design Style Recognition. In Proceedings First International Workshop on Knowledge Discovery in Multimedia and Complex Data (KDMCD'2002) (pp. 51-58). https://db. cs. ualberta. ca/kdmcd02/.
[12] McCallum, A., & Nigam, K. (1999). Text classification by bootstrapping with keywords, EM and shrinkage. In Unsupervised learning in natural language processing.
[13] Meqdadi, O., Alhindawi, N., Alsakran, J., Saifan, A., & Migdadi, H. (2019). Mining software repositories for adaptive change commits using machine learning techniques. Information and Software Technology, 109, 80-91.
[14] React documentation. Dostupno: https://react.dev/ [Pristup: 5.5.2024]
[15] Github API documentation. Dostupno: https://docs.github.com/en/rest [Pristup: 5.5.2024]
[16] Linguist documentation. Dostupno: https://github.com/github-linguist/linguist/blob/master/docs/how-linguist-works.md [Pristup : 1.6.2024]
[17] Pygments documentation. Dostupno: https://pygments.org/docs/ [Pristup:3.6.2024]
[18] Kitaev, A. Y. (2003). Fault-tolerant quantum computation by anyons. Annals of Physics, 303(1), 2-30.
[19] Knill, E. (2005). Quantum computing with realistically noisy devices. Nature, 434(7029), 39-44. Link
[20] Fowler, A. G., Mariantoni, M., Martinis, J. M., & Cleland, A. N. (2012). Surface codes: Towards practical large-scale quantum computation. Physical Review A, 86(3), 032324
[21] Franklin, D., & Chong, F. T. (2004). Challenges in reliable quantum computing. Nano, quantum and molecular computing: implications to high level design and validation,
[22] Harris, R. J., McMahon, N. A., Brennen, G. K., & Stace, T. M. (2018). Calderbank-Shor-Steane holographic quantum error-correcting codes. Physical Review A, 98(5), 052301.
[23] Hoefler, T., Häner, T., & Troyer, M. (2023). Disentangling hype from practicality: On realistically achieving quantum advantage. Communications of the ACM, 66(5), 82-87.
[24] Berberich, J., Fink, D., & Holm, C. (2024). Robustness of quantum algorithms against coherent control errors. Physical Review A, 109(1), 012417.
Objavljeno
2024-12-25
Sekcija
Inženjerstvo informacionih sistema
